YOLOv5 usage notes
Friendly participation: @Cotton cotton
YOLO is a target detection method, which is characterized by fast detection and high accuracy. The author regards the target detection task as a regression problem of target region prediction and category prediction. This method uses a single neural network to directly predict the boundary and cate ...
Added by petrb on Sun, 20 Feb 2022 18:11:05 +0200
Summary of six common methods of visual deep learning model architecture
Visualization helps to explain and understand the internal structure of deep learning model. Through the visualization of the model calculation diagram, we can find out how the neural network is calculated. The visualization of the model mainly includes the following aspects:
How many layers does the model haveInput and output shapes of each l ...
Added by Alka-Seltxer on Sun, 20 Feb 2022 17:04:43 +0200
ConvNeXt propeller version pre training weights_ copy
Title reproduced from AI Studio
Title item link https://aistudio.baidu.com/aistudio/projectdetail/3476364
Project introduction
This project provides the pre training weights and model files of ConvNeXt's propeller version. The weight is converted from PyTorch. And through the accuracy verification in the ImageNet 1K test set. See ConvNeXt fo ...
Added by webdesco on Sat, 19 Feb 2022 18:15:13 +0200
Detailed interpretation of Detectron2 "quick start" detection tutorial lab notebook
Detectron quick start
official Colab Notebook Read the Getting Started section on:
1. Use the pre trained Detectron2 model
To download an image, we need to create a detectron2 config, and then create a Default Predictor according to the config for single image reasoning.
cfg = get_cfg() # Get Default Config
# According to mask_ rcnn_ R_ 50_ ...
Added by plimpton on Sat, 19 Feb 2022 05:59:11 +0200
DistributedDataParallel:Expected tensor for argument 1 'input' to have the same device as tensor for
Record the bug s encountered in distributed training using pytorch's DistributedDataParallel for the first time: Expected tensor for argument #1 'input' to have the same device as tensor for argument #2 'weight
Background: single machine multi card parallel training using linux server, pytorch version 1.7, python 3.0 7,cuda101
After consulti ...
Added by cretam on Fri, 18 Feb 2022 23:22:40 +0200
Image features - Part 2
Image features
Similar to text features, image features are also a kind of data that is very difficult to mine by gradient lifting tree model. At present, image related problems, such as image classification and image segmentation, are almost neural network-based models. However, in some multimodal problems, such as commodity search recommen ...
Added by wenxi on Fri, 18 Feb 2022 20:37:57 +0200
pytorch model tensorrt accelerates - pth to onnx to trt, and tests the model speed in reasoning trt model
First, you need to install two necessary packages tensorrt and torch2trt. If tensorrt, you need to download the tar compressed package on the official website. It is recommended to download the tar package for installation, Official website , I downloaded version 7.2.3. torch2trt can clone projects on GitHub. My environment (tensorrt seems to w ...
Added by Sk8Er_GuY on Fri, 18 Feb 2022 18:51:22 +0200
[YOLOv3] teach you how to build a car detector
This article will take you to build a car detector, using the algorithm of PyTorch version of YOLOV3. We will not explain the details of the algorithm, but focus on how to implement our own car detector, mainly including data download, data cleaning, data set production, training and detection (image detection, video detection). Even if you don ...
Added by stageguys on Fri, 18 Feb 2022 03:33:12 +0200
Pytoch: fast migration of image style
Pytoch: fast migration of image style - residual network, fixed style and arbitrary content
Copyright: Jingmin Wei, Pattern Recognition and Intelligent System, School of Artificial and Intelligence, Huazhong University of Science and Technology
Pytoch tutorial column link
This tutorial is not for commercial use. It is only for learning ...
Added by idire on Wed, 16 Feb 2022 20:03:05 +0200
Pytorch: image style migration
Pytoch: image style migration
Copyright: Jingmin Wei, Pattern Recognition and Intelligent System, School of Artificial and Intelligence, Huazhong University of Science and Technology
Reference
Image Style Transfer Using Convolutional Neural Networks
A Neural Algorithm of Artistic Style
Perceptual Losses for Real-Time Style Transfer a ...
Added by FirePhoenix on Wed, 16 Feb 2022 19:52:14 +0200